> For the complete documentation index, see [llms.txt](https://lwang010.gitbook.io/longw/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://lwang010.gitbook.io/longw/mlops/chap-5.-deployment/others/multiple-deployment-phases.md).

# Multiple deployment phases

The deployment includes multiple deployment phases. More precisely, 

* cloud or edge implementation + monitoring tools
* initial deployment to permit analysis of results and tuning
  * shallow deployment (e.g. X-ray diagnosis system not used to make any decision, but only 'shadows' a doctor)
  * canary deployment (rolled out only to a small subset of users)
* ramp up deployment
* large scale monitoring

Quoted from Stanford HAI webinar : <https://crossminds.ai/video/5f9a11f026cd723d6a05efa4/?playlist_id=5f07c51e2de531fe96279ccb&utm_source=linkedin&utm_medium=post&utm_campaign=anll>&#x20;